{"id":604,"date":"2026-09-14T20:01:23","date_gmt":"2026-09-14T18:01:23","guid":{"rendered":"https:\/\/aeloapp.io\/?page_id=604"},"modified":"2026-10-25T08:20:08","modified_gmt":"2026-10-25T07:20:08","slug":"research","status":"publish","type":"page","link":"https:\/\/aeloapp.io\/en\/wiedza\/badania\/","title":{"rendered":"Research"},"content":{"rendered":"<main id='bde-main'><section class=\"bde-section-604-100 bde-section ae-bad-head\">\n  \n  \n\t\n\n\n\n<div class=\"section-container\"><div class=\"bde-text-604-101 bde-text\">\n<nav class=\"bc\" aria-label=\"Okruszki\"><ol itemscope itemtype=\"https:\/\/schema.org\/BreadcrumbList\"><li itemprop=\"itemListElement\" itemscope itemtype=\"https:\/\/schema.org\/ListItem\"><a itemprop=\"item\" href=\"https:\/\/aeloapp.io\/\"><span itemprop=\"name\">Strona g\u0142\u00f3wna<\/span><\/a><meta itemprop=\"position\" content=\"1\"><i aria-hidden=\"true\">\/<\/i><\/li><li itemprop=\"itemListElement\" itemscope itemtype=\"https:\/\/schema.org\/ListItem\"><a itemprop=\"item\" href=\"https:\/\/aeloapp.io\/wiedza\/\"><span itemprop=\"name\">Wiedza<\/span><\/a><meta itemprop=\"position\" content=\"2\"><i aria-hidden=\"true\">\/<\/i><\/li><li itemprop=\"itemListElement\" itemscope itemtype=\"https:\/\/schema.org\/ListItem\"><span itemprop=\"name\" aria-current=\"page\">Badania<\/span><meta itemprop=\"position\" content=\"3\"><\/li><\/ol><\/nav>\n<\/div><div class=\"bde-div-604-102 bde-div\">\n  \n  \n\t\n\n\n\n<div class=\"bde-text-604-103 bde-text\">\nWiedza\n<\/div><h1 class=\"bde-heading-604-104 bde-heading\">\nBadania\n<\/h1><div class=\"bde-text-604-105 bde-text\">\nPublikujemy tu wyniki w\u0142asnych pomiar\u00f3w <a href=\"https:\/\/aeloapp.io\/wiedza\/widocznosc-marki-w-ai\/\">widoczno\u015bci marek w odpowiedziach AI<\/a>. Pierwsze badanie obejmuje jedn\u0105 mark\u0119, <a href=\"https:\/\/aeloapp.io\/wiedza\/slownik\/zamrozony-zestaw-zapytan\/\">zamro\u017cony zestaw 18 zapyta\u0144<\/a> i pomiary z czerwca, lipca i wrze\u015bnia 2026. G\u0142\u00f3wny wynik: marka przesz\u0142a od zera <a href=\"https:\/\/aeloapp.io\/wiedza\/slownik\/wzmianka\/\">wzmianek<\/a> do bycia najcz\u0119\u015bciej <a href=\"https:\/\/aeloapp.io\/wiedza\/slownik\/cytowanie\/\">cytowanym \u017ar\u00f3d\u0142em<\/a> w swojej kategorii, a <a href=\"https:\/\/aeloapp.io\/wiedza\/slownik\/rozpoznanie-i-rekomendacja\/\">poleca<\/a> j\u0105 tylko jeden z czterech modeli.\n<\/div><div class=\"bde-text-604-106 bde-text\">\nAutor: Patryk Pietrzyk \u00b7 Ostatnia aktualizacja: 25 pa\u017adziernika 2026 \u00b7 czas czytania oko\u0142o 7 minut\n<\/div>\n<\/div><div class=\"bde-text-604-107 bde-text\">\n<nav class=\"toc\" aria-label=\"Na tej stronie\"><b>Na tej stronie<\/b><ol><li><a href=\"#zakres\">Zakres pomiaru<\/a><\/li><li><a href=\"#wyniki\">Wyniki<\/a><\/li><li><a href=\"#wnioski\">Co z tego wynika<\/a><\/li><li><a href=\"#modele\">Rozjazd mi\u0119dzy modelami<\/a><\/li><li><a href=\"#ograniczenia\">Czego to nie pokazuje<\/a><\/li><li><a href=\"#faq\">FAQ<\/a><\/li><li><a href=\"#zrodla\">\u0179r\u00f3d\u0142a<\/a><\/li><\/ol><\/nav>\n<\/div><\/div>\n<\/section><section id=\"zakres\" class=\"bde-section-604-108 bde-section ae-bad-scope\">\n  \n  \n\t\n\n\n\n<div class=\"section-container\"><div class=\"bde-columns-604-109 bde-columns\" data-entrance=\"slideUp\"><div class=\"bde-column-604-110 bde-column\" data-entrance=\"slideUp\">\n  \n  \n\t\n\n\n\n<div class=\"bde-text-604-111 bde-text\" data-entrance=\"slideUp\">\nMetoda\n<\/div><h2 class=\"bde-heading-604-112 bde-heading\" data-entrance=\"slideUp\">\nCo zmierzyli\u015bmy w badaniu widoczno\u015bci marki w AI?\n<\/h2><div class=\"bde-text-604-113 bde-text\" data-entrance=\"slideUp\">\nBadanie obj\u0119\u0142o jedn\u0105 mark\u0119: <a href=\"https:\/\/aeloapp.io\/blog\/producent-wapna-widocznosc-ai-case-study\/\">Wapiennik \u201eW\u0119\u017ce\u201d z Dzia\u0142oszyna, regionalnego producenta materia\u0142\u00f3w budowlanych i nawozowych<\/a>, sprzedaj\u0105cego g\u0142\u00f3wnie w obr\u0119bie jednego wojew\u00f3dztwa. Zestaw 18 <a href=\"https:\/\/aeloapp.io\/wiedza\/slownik\/intencja-wyszukiwania\/\">zapyta\u0144 zakupowych<\/a> zosta\u0142 zamro\u017cony przed pierwszym pomiarem i nie zmienia\u0142 si\u0119 mi\u0119dzy skanami.\n<\/div><div class=\"bde-text-604-114 bde-text\" data-entrance=\"slideUp\">\nMi\u0119dzy pierwszym a ostatnim pomiarem zmieni\u0142 si\u0119 zestaw silnik\u00f3w i spos\u00f3b liczenia u\u015brednionego wska\u017anika widoczno\u015bci. Dlatego nie podajemy tu widoczno\u015bci w procentach: jej warto\u015bci z czerwca i z wrze\u015bnia nie s\u0105 t\u0105 sam\u0105 wielko\u015bci\u0105. Zostawiamy wy\u0142\u0105cznie te wska\u017aniki, kt\u00f3re przez ca\u0142y czas liczyli\u015bmy tak samo.\n<\/div><div class=\"bde-text-604-115 bde-text\" data-entrance=\"slideUp\">\nWszystkie trzy to proste zliczenia: ile zapyta\u0144 wymienia mark\u0119, w ilu modele powo\u0142uj\u0105 si\u0119 na jej domen\u0119 i ile silnik\u00f3w mark\u0119 poleca <a href=\"https:\/\/aeloapp.io\/wiedza\/slownik\/neutralny-skan\/\">bez podpowiedzi<\/a>. Spos\u00f3b liczenia opisujemy w <a href=\"https:\/\/aeloapp.io\/wiedza\/metodologia\/\">metodologii<\/a>.\n<\/div>\n<\/div><div class=\"bde-column-604-116 bde-column\" data-entrance=\"slideUp\">\n  \n  \n\t\n\n\n\n<div class=\"bde-code-block-604-117 bde-code-block\" data-entrance=\"slideUp\">\n\n  <div class=\"df\">\n  <span class=\"df-lab\">Parametry badania<\/span>\n  <div class=\"df-list\">\n    <div class=\"df-i\"><i class=\"a\"><\/i><span><b>Marka<\/b>Jedna. Regionalny producent materia\u0142\u00f3w budowlanych i nawozowych, rynek w obr\u0119bie jednego wojew\u00f3dztwa.<\/span><\/div>\n    <div class=\"df-i\"><i class=\"b\"><\/i><span><b>Zapytania<\/b>18, zamro\u017cone przed pierwszym pomiarem, identyczne w ka\u017cdym skanie.<\/span><\/div>\n    <div class=\"df-i\"><i class=\"c\"><\/i><span><b>Pomiary<\/b>Czerwiec, lipiec i wrzesie\u0144 2026. Mi\u0119dzy nimi marka pracowa\u0142a nad widoczno\u015bci\u0105.<\/span><\/div>\n    <div class=\"df-i\"><i class=\"d\"><\/i><span><b>Silniki<\/b>Cztery w ostatnim pomiarze. Zestaw zmienia\u0142 si\u0119 w trakcie, co ograniczy\u0142o por\u00f3wnywalno\u015b\u0107 cz\u0119\u015bci wska\u017anik\u00f3w.<\/span><\/div>\n  <\/div>\n  <p class=\"df-foot\">Ten przypadek opisujemy te\u017c z nazw\u0105 firmy, za jej zgod\u0105, w serii wpis\u00f3w o producencie wapna.<\/p>\n<\/div>\n<style>\n.df{background:#25272D;border-radius:20px;padding:26px;font-family:'Nunito Sans',sans-serif}\n.df-lab{display:block;font:800 10px\/1 'Nunito Sans';letter-spacing:.1em;text-transform:uppercase;color:#8E93A0;margin-bottom:18px}\n.df-list{display:flex;flex-direction:column;gap:10px}\n.df-i{display:flex;gap:12px;align-items:flex-start;background:rgba(245,246,248,.05);border:1px solid rgba(245,246,248,.12);border-radius:12px;padding:14px}\n.df-i i{width:8px;height:8px;border-radius:50%;flex-shrink:0;margin-top:6px}\n.df-i .a{background:#B79CFF}.df-i .b{background:#7FB3F0}.df-i .c{background:#E0B872}.df-i .d{background:#4FD6B4}\n.df-i b{display:block;font:800 13px\/1.3 'Nunito Sans';color:#F5F6F8}\n.df-i span{font:400 12.5px\/1.6 'Nunito Sans';color:#9AA0AB}\n.df-foot{margin:18px 0 0;padding-top:16px;border-top:1px solid rgba(245,246,248,.12);font:400 12.5px\/1.7 'Nunito Sans';color:#8E93A0}\n<\/style>\n\n\n<\/div>\n<\/div><\/div><\/div>\n<\/section><section id=\"wyniki\" class=\"bde-section-604-118 bde-section ae-bad-res\">\n  \n  \n\t\n\n\n\n<div class=\"section-container\"><div class=\"bde-div-604-119 bde-div\" data-entrance=\"slideUp\">\n  \n  \n\t\n\n\n\n<div class=\"bde-text-604-120 bde-text\" data-entrance=\"slideUp\">\nWyniki\n<\/div><h2 class=\"bde-heading-604-121 bde-heading\" data-entrance=\"slideUp\">\nJak zmieni\u0142y si\u0119 wzmianki, cytowania i rekomendacje?\n<\/h2><div class=\"bde-text-604-122 bde-text\" data-entrance=\"slideUp\">\nWzmianki wzros\u0142y z 0 do 18 z 18 zapyta\u0144, <a href=\"https:\/\/aeloapp.io\/wiedza\/slownik\/wskaznik-cytowania\/\">cytowania domeny<\/a> z 6% do 94%, a rekomendacja pojawi\u0142a si\u0119 tylko w jednym silniku. Dwie krzywe rosn\u0105 razem, trzecia prawie nie drgn\u0119\u0142a.\n<\/div>\n<\/div><div class=\"bde-code-block-604-123 bde-code-block\" data-entrance=\"slideUp\">\n\n  <div class=\"wy\">\n  <div class=\"wy-head\">\n    <span class=\"wy-lab\">Przebieg badania, pomiary z czerwca, lipca i wrze\u015bnia 2026<\/span>\n    <div class=\"wy-leg\">\n      <span class=\"wy-lg\"><i style=\"background:#6D5FC7\"><\/i>Zapytania ze wzmiank\u0105 marki<\/span>\n      <span class=\"wy-lg\"><i style=\"background:#1F9D74\"><\/i>Zapytania cytuj\u0105ce domen\u0119 marki<\/span>\n    <\/div>\n  <\/div>\n  <svg viewBox=\"0 0 620 260\" class=\"wy-chart\" role=\"img\" aria-label=\"Wykres: wzmianki marki rosn\u0105 z 0 do 18 z 18 zapyta\u0144, cytowania domeny z 6 do 94 procent\">\n    <g stroke=\"rgba(37,39,45,.08)\" stroke-width=\"1\">\n      <line x1=\"60\" y1=\"30\" x2=\"580\" y2=\"30\"\/>\n      <line x1=\"60\" y1=\"90\" x2=\"580\" y2=\"90\"\/>\n      <line x1=\"60\" y1=\"150\" x2=\"580\" y2=\"150\"\/>\n      <line x1=\"60\" y1=\"210\" x2=\"580\" y2=\"210\"\/>\n    <\/g>\n    <g font-family=\"Nunito Sans, sans-serif\" font-size=\"11\" font-weight=\"700\" fill=\"#8A8F9A\">\n      <text x=\"16\" y=\"34\">100%<\/text>\n      <text x=\"22\" y=\"94\">66%<\/text>\n      <text x=\"22\" y=\"154\">33%<\/text>\n      <text x=\"30\" y=\"214\">0%<\/text>\n    <\/g>\n    <path d=\"M120 210 L350 40 L540 30\" fill=\"none\" stroke=\"#6D5FC7\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/>\n    <path d=\"M120 199 L350 120 L540 41\" fill=\"none\" stroke=\"#1F9D74\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-dasharray=\"7 5\"\/>\n    <g>\n      <circle cx=\"120\" cy=\"210\" r=\"6\" fill=\"#6D5FC7\"\/>\n      <circle cx=\"350\" cy=\"40\" r=\"6\" fill=\"#6D5FC7\"\/>\n      <circle cx=\"540\" cy=\"30\" r=\"6\" fill=\"#6D5FC7\"\/>\n      <circle cx=\"120\" cy=\"199\" r=\"6\" fill=\"#1F9D74\"\/>\n      <circle cx=\"350\" cy=\"120\" r=\"6\" fill=\"#1F9D74\"\/>\n      <circle cx=\"540\" cy=\"41\" r=\"6\" fill=\"#1F9D74\"\/>\n    <\/g>\n    <g font-family=\"Nunito Sans, sans-serif\" font-size=\"12\" font-weight=\"800\" fill=\"#25272D\">\n      <text x=\"120\" y=\"236\" text-anchor=\"middle\">Czerwiec<\/text>\n      <text x=\"350\" y=\"236\" text-anchor=\"middle\">Lipiec<\/text>\n      <text x=\"540\" y=\"236\" text-anchor=\"middle\">Wrzesie\u0144<\/text>\n    <\/g>\n    <g font-family=\"Nunito Sans, sans-serif\" font-size=\"11\" font-weight=\"700\" fill=\"#6D5FC7\">\n      <text x=\"120\" y=\"254\" text-anchor=\"middle\">0 z 18<\/text>\n      <text x=\"350\" y=\"254\" text-anchor=\"middle\">17 z 18<\/text>\n      <text x=\"540\" y=\"254\" text-anchor=\"middle\">18 z 18<\/text>\n    <\/g>\n  <\/svg>\n  <p class=\"wy-foot\">Obie warto\u015bci liczone wobec tego samego zestawu 18 zapyta\u0144 w ka\u017cdym pomiarze. Skala pionowa to udzia\u0142 zapyta\u0144, nie u\u015bredniony wska\u017anik widoczno\u015bci.<\/p>\n<\/div>\n<style>\n.wy{background:#fff;border:1px solid #E7E9EE;border-radius:20px;padding:26px;font-family:'Nunito Sans',sans-serif}\n.wy-head{display:flex;flex-wrap:wrap;gap:14px;justify-content:space-between;align-items:flex-start;margin-bottom:18px}\n.wy-lab{font:800 10px\/1.4 'Nunito Sans';letter-spacing:.1em;text-transform:uppercase;color:#8A8F9A;max-width:280px}\n.wy-leg{display:flex;flex-wrap:wrap;gap:8px 16px}\n.wy-lg{display:inline-flex;align-items:center;gap:7px;font:700 12px\/1 'Nunito Sans';color:#3B3E47}\n.wy-lg i{width:10px;height:10px;border-radius:50%;flex-shrink:0}\n.wy-chart{width:100%;height:auto;display:block}\n.wy-foot{margin:18px 0 0;padding-top:16px;border-top:1px solid #EAEBEF;font:400 12.5px\/1.7 'Nunito Sans';color:#8A8F9A}\n<\/style>\n\n\n<\/div><div class=\"bde-columns-604-124 bde-columns\" data-entrance=\"slideUp\"><div class=\"bde-column-604-125 bde-column\" data-entrance=\"slideUp\">\n  \n  \n\t\n\n\n\n<div class=\"bde-text-604-126 bde-text\" data-entrance=\"slideUp\">\n<span class=\"w\"><span class=\"wt\">Wzmianki marki<\/span><span class=\"wq\">0 z 18 \u2192 17 z 18 \u2192 18 z 18<\/span><span class=\"wd\">W czerwcu marka nie pojawi\u0142a si\u0119 ani razu, cho\u0107 modele obszernie omawia\u0142y jej kategori\u0119. We wrze\u015bniu pojawia si\u0119 w ka\u017cdym zapytaniu z zestawu.<\/span><\/span>\n<\/div>\n<\/div><div class=\"bde-column-604-127 bde-column\" data-entrance=\"slideUp\">\n  \n  \n\t\n\n\n\n<div class=\"bde-text-604-128 bde-text\" data-entrance=\"slideUp\">\n<span class=\"w\"><span class=\"wt\">Cytowania w\u0142asnej domeny<\/span><span class=\"wq\">6% \u2192 50% \u2192 94%<\/span><span class=\"wd\">W ostatnim pomiarze domena marki jest \u017ar\u00f3d\u0142em w 17 z 18 zapyta\u0144 i wskazywana cz\u0119\u015bciej ni\u017c jakakolwiek inna domena w kategorii.<\/span><\/span>\n<\/div>\n<\/div><div class=\"bde-column-604-129 bde-column\" data-entrance=\"slideUp\">\n  \n  \n\t\n\n\n\n<div class=\"bde-text-604-130 bde-text\" data-entrance=\"slideUp\">\n<span class=\"w\"><span class=\"wt\">Rekomendacja<\/span><span class=\"wq\">0 \u2192 0 \u2192 1 silnik<\/span><span class=\"wd\">Przez dwa pierwsze pomiary \u017caden silnik nie poleca\u0142 marki z w\u0142asnej woli, w <a href=\"https:\/\/aeloapp.io\/blog\/producent-wapna-trzeci-pomiar-widocznosc-ai\/\">trzecim pomiarze<\/a> zrobi\u0142 to jeden z czterech. <a href=\"https:\/\/aeloapp.io\/wiedza\/slownik\/bariera\/\">Bariera<\/a> opisana w ka\u017cdym raporcie by\u0142a ta sama.<\/span><\/span>\n<\/div>\n<\/div><\/div><div class=\"bde-text-604-131 bde-text\" data-entrance=\"slideUp\">\nMarka w tym czasie pracowa\u0142a na w\u0142asnej domenie: uzupe\u0142nia\u0142a <a href=\"https:\/\/aeloapp.io\/blog\/sklep-internetowy-w-czatach-ai\/\">strony produktowe<\/a>, dodawa\u0142a <a href=\"https:\/\/aeloapp.io\/wiedza\/slownik\/dane-strukturalne\/\">dane opisuj\u0105ce firm\u0119<\/a> i porz\u0105dkowa\u0142a tre\u015bci pod pytania zakupowe. Nie zdoby\u0142a w tym okresie <a href=\"https:\/\/aeloapp.io\/blog\/jak-sprawic-zeby-ai-polecalo-firme\/\">niezale\u017cnych recenzji ani miejsc w zestawieniach<\/a>. Dwa pierwsze wska\u017aniki odpowiedzia\u0142y na t\u0119 prac\u0119, trzeci nie.\n<\/div><\/div>\n<\/section><section id=\"wnioski\" class=\"bde-section-604-132 bde-section ae-bad-conc\">\n  \n  \n\t\n\n\n\n<div class=\"section-container\"><div class=\"bde-div-604-133 bde-div\" data-entrance=\"slideUp\">\n  \n  \n\t\n\n\n\n<div class=\"bde-text-604-134 bde-text\" data-entrance=\"slideUp\">\nWniosek\n<\/div><h2 class=\"bde-heading-604-135 bde-heading\" data-entrance=\"slideUp\">\nCzy widoczno\u015b\u0107 w AI oznacza rekomendacj\u0119?\n<\/h2><div class=\"bde-text-604-136 bde-text\" data-entrance=\"slideUp\">\nNie. Praca na w\u0142asnej domenie wystarczy\u0142a, \u017ceby modele zacz\u0119\u0142y mark\u0119 wymienia\u0107 i cytowa\u0107, ale nie wystarczy\u0142a, \u017ceby zacz\u0119\u0142y j\u0105 poleca\u0107.\n<\/div>\n<\/div><div class=\"bde-code-block-604-137 bde-code-block\" data-entrance=\"slideUp\">\n\n  <div class=\"kr\">\n  <div class=\"kr-i\">\n    <span class=\"kr-n\">01<\/span>\n    <div><b>Zero wzmianek nie znaczy, \u017ce temat jest martwy<\/b>\n    <span>W pierwszym pomiarze modele obszernie omawia\u0142y kategori\u0119 i wymienia\u0142y konkretnych dostawc\u00f3w. Marki po prostu w\u015br\u00f3d nich nie by\u0142o. <a href=\"https:\/\/aeloapp.io\/wiedza\/chatgpt-nie-zna-mojej-firmy\/\">Brak wzmianek to informacja o marce<\/a>, nie o zainteresowaniu tematem.<\/span><\/div>\n  <\/div>\n  <div class=\"kr-i\">\n    <span class=\"kr-n\">02<\/span>\n    <div><b>W\u0142asna domena rusza dwa wska\u017aniki z trzech<\/b>\n    <span>Uporz\u0105dkowanie tre\u015bci i danych opisuj\u0105cych firm\u0119 prze\u0142o\u017cy\u0142o si\u0119 na wzmianki i cytowania <a href=\"https:\/\/aeloapp.io\/wiedza\/dlaczego-zmiany-wymagaja-czasu\/\">w ci\u0105gu jednego miesi\u0105ca<\/a>. To najszybszy dost\u0119pny ruch.<\/span><\/div>\n  <\/div>\n  <div class=\"kr-i\">\n    <span class=\"kr-n\">03<\/span>\n    <div><b>Bycie najcz\u0119\u015bciej cytowanym \u017ar\u00f3d\u0142em nie daje rekomendacji<\/b>\n    <span>W ostatnim pomiarze modele si\u0119gaj\u0105 po stron\u0119 marki cz\u0119\u015bciej ni\u017c po jakiekolwiek inne \u017ar\u00f3d\u0142o w kategorii i nadal jej nie polecaj\u0105. <a href=\"https:\/\/aeloapp.io\/blog\/producent-wapna-cytowania-strony-w-ai\/\">Cytowanie jest dowodem dost\u0119pno\u015bci tre\u015bci<\/a>, nie dowodem jako\u015bci.<\/span><\/div>\n  <\/div>\n  <div class=\"kr-i\">\n    <span class=\"kr-n\">04<\/span>\n    <div><b>Bariera w ka\u017cdym raporcie by\u0142a ta sama<\/b>\n    <span>W ka\u017cdym raporcie modele wskaza\u0142y ten sam brak: niezale\u017cnych ranking\u00f3w, test\u00f3w por\u00f3wnawczych i zewn\u0119trznych recenzji. \u017baden ruch na w\u0142asnej stronie tego nie zmieni\u0142.<\/span><\/div>\n  <\/div>\n<\/div>\n<style>\n.kr{max-width:900px;font-family:'Nunito Sans',sans-serif;display:flex;flex-direction:column;gap:12px}\n.kr-i{display:flex;gap:16px;align-items:flex-start;background:#F1F2F5;border-radius:14px;padding:18px 20px}\n.kr-n{font-family:'DM Serif Display',Georgia,serif;font-size:17px;line-height:1.2;color:#6D5FC7;flex-shrink:0;padding-top:2px}\n.kr-i b{display:block;font:800 15.5px\/1.45 'Nunito Sans';color:#25272D}\n.kr-i span{display:block;font:400 14px\/1.7 'Nunito Sans';color:#6B6E78;margin-top:6px}\n<\/style>\n\n\n<\/div><div class=\"bde-text-604-138 bde-text\" data-entrance=\"slideUp\">\nTen stan opisujemy osobno w artykule <a href=\"https:\/\/aeloapp.io\/wiedza\/zna-ale-nie-poleca\/\">zna, ale nie poleca<\/a>. Badanie pokazuje, ile pracy mo\u017cna w tym stanie wykona\u0107, nie ruszaj\u0105c go ani o krok.\n<\/div><\/div>\n<\/section><section id=\"modele\" class=\"bde-section-604-139 bde-section ae-bad-eng\">\n  \n  \n\t\n\n\n\n<div class=\"section-container\"><div class=\"bde-div-604-140 bde-div\" data-entrance=\"slideUp\">\n  \n  \n\t\n\n\n\n<div class=\"bde-text-604-141 bde-text\" data-entrance=\"slideUp\">\nObserwacja\n<\/div><h2 class=\"bde-heading-604-142 bde-heading\" data-entrance=\"slideUp\">\nDlaczego ta sama marka wypada r\u00f3\u017cnie w r\u00f3\u017cnych czatach AI?\n<\/h2><div class=\"bde-text-604-143 bde-text\" data-entrance=\"slideUp\">\nBo <a href=\"https:\/\/aeloapp.io\/blog\/jak-czaty-ai-wybieraja-marki-do-odpowiedzi\/\">ka\u017cdy model inaczej dobiera marki<\/a> i \u017ar\u00f3d\u0142a: we wrze\u015bniu 2026 roku Claude i Perplexity wymienia\u0142y mark\u0119 w 100% odpowiedzi, ChatGPT w 56%, a Gemini w 44%. Dane pochodz\u0105 z jednego pomiaru, cztery silniki dosta\u0142y identyczny zestaw zapyta\u0144 w tym samym dniu.\n<\/div>\n<\/div><div class=\"bde-code-block-604-144 bde-code-block\" data-entrance=\"slideUp\">\n\n  <div class=\"mo\">\n  <span class=\"mo-lab\">Udzia\u0142 odpowiedzi ze wzmiank\u0105 marki, pomiar z wrze\u015bnia 2026<\/span>\n  <div class=\"mo-rows\">\n    <div class=\"mo-r\"><span class=\"mo-n\">Claude<\/span><div class=\"mo-b\"><i style=\"width:100%\"><\/i><\/div><span class=\"mo-v\">100%<\/span><span class=\"mo-p\">\u015br. pozycja 1,8<\/span><\/div>\n    <div class=\"mo-r\"><span class=\"mo-n\">Perplexity<\/span><div class=\"mo-b\"><i style=\"width:100%\"><\/i><\/div><span class=\"mo-v\">100%<\/span><span class=\"mo-p\">\u015br. pozycja 11,2<\/span><\/div>\n    <div class=\"mo-r\"><span class=\"mo-n\">ChatGPT<\/span><div class=\"mo-b\"><i style=\"width:56%\"><\/i><\/div><span class=\"mo-v\">56%<\/span><span class=\"mo-p\">\u015br. pozycja 10,3<\/span><\/div>\n    <div class=\"mo-r\"><span class=\"mo-n\">Gemini<\/span><div class=\"mo-b\"><i style=\"width:44%\"><\/i><\/div><span class=\"mo-v\">44%<\/span><span class=\"mo-p\">\u015br. pozycja 12,9<\/span><\/div>\n  <\/div>\n  <p class=\"mo-foot\">Wzmianka i pozycja to dwie osobne rzeczy. Dwa silniki wymieniaj\u0105 mark\u0119 w ka\u017cdej odpowiedzi, ale jeden stawia j\u0105 w pierwszej dw\u00f3jce, a drugi dopiero w okolicach jedenastego miejsca.<\/p>\n<\/div>\n<style>\n.mo{background:#25272D;border-radius:20px;padding:28px;font-family:'Nunito Sans',sans-serif}\n.mo-lab{display:block;font:800 10px\/1.4 'Nunito Sans';letter-spacing:.1em;text-transform:uppercase;color:#8E93A0;margin-bottom:22px}\n.mo-rows{display:flex;flex-direction:column;gap:16px}\n.mo-r{display:grid;grid-template-columns:104px 1fr 56px 124px;align-items:center;gap:14px}\n.mo-n{font:700 13.5px\/1.3 'Nunito Sans';color:#F5F6F8}\n.mo-b{height:8px;border-radius:999px;background:rgba(245,246,248,.12);position:relative}\n.mo-b i{position:absolute;left:0;top:0;bottom:0;border-radius:999px;background:#B79CFF}\n.mo-v{font:800 13px\/1 'Nunito Sans';color:#B79CFF;text-align:right}\n.mo-p{font:400 12px\/1 'Nunito Sans';color:#9AA0AB;text-align:right}\n.mo-foot{margin:22px 0 0;padding-top:18px;border-top:1px solid rgba(245,246,248,.12);font:400 12.5px\/1.7 'Nunito Sans';color:#9AA0AB}\n@media (max-width:720px){\n  .mo-r{grid-template-columns:90px 1fr 48px;row-gap:4px}\n  .mo-p{grid-column:2 \/ -1;text-align:left}\n}\n<\/style>\n\n\n<\/div><div class=\"bde-text-604-145 bde-text\" data-entrance=\"slideUp\">\nPraktyczny wniosek dotyczy sposobu sprawdzania. Je\u015bli kto\u015b wpisze pytanie o swoj\u0105 kategori\u0119 w jeden czat i zobaczy w\u0142asn\u0105 mark\u0119 na pierwszym miejscu, ma <a href=\"https:\/\/aeloapp.io\/blog\/dlaczego-ai-za-kazdym-razem-odpowiada-inaczej\/\">wynik jednego silnika<\/a>, a nie obraz widoczno\u015bci. Ta sama marka w innym modelu tego samego dnia pojawia si\u0119 w mniej ni\u017c po\u0142owie odpowiedzi. Jak to sprawdzi\u0107 samodzielnie, opisujemy w artykule <a href=\"https:\/\/aeloapp.io\/wiedza\/jak-sprawdzic-czy-ai-wymienia-marke\/\">jak sprawdzi\u0107, co AI m\u00f3wi o firmie<\/a>.\n<\/div><\/div>\n<\/section><section id=\"ograniczenia\" class=\"bde-section-604-146 bde-section ae-bad-limits\">\n  \n  \n\t\n\n\n\n<div class=\"section-container\"><div class=\"bde-div-604-147 bde-div\" data-entrance=\"slideUp\">\n  \n  \n\t\n\n\n\n<div class=\"bde-text-604-148 bde-text\" data-entrance=\"slideUp\">\nUczciwie\n<\/div><h2 class=\"bde-heading-604-149 bde-heading\" data-entrance=\"slideUp\">\nJakie s\u0105 ograniczenia tego badania?\n<\/h2><div class=\"bde-text-604-150 bde-text\" data-entrance=\"slideUp\">\nTo jedna marka w jednej kategorii, metoda zmieni\u0142a si\u0119 w trakcie, a bez grupy kontrolnej nie da si\u0119 dowie\u015b\u0107 przyczyny. Trzeba to zna\u0107, zanim prze\u0142o\u017cysz te liczby na w\u0142asn\u0105 kategori\u0119.\n<\/div>\n<\/div><div class=\"bde-code-block-604-151 bde-code-block\" data-entrance=\"slideUp\">\n\n  <div class=\"lm\">\n  <div class=\"lm-i\"><i class=\"a\"><\/i><span><b>To jedna marka, nie pr\u00f3ba<\/b>Wyniki opisuj\u0105 konkretny przypadek w konkretnej kategorii. Nie s\u0105 podstaw\u0105 do twierdze\u0144 o rynku ani o tym, jak zachowa si\u0119 inna bran\u017ca.<\/span><\/div>\n  <div class=\"lm-i\"><i class=\"b\"><\/i><span><b>Kategoria jest specyficzna<\/b>Produkt techniczny, sprzeda\u017c regionalna, konkurencja z\u0142o\u017cona z kilku du\u017cych producent\u00f3w. W kategorii nasyconej tempo by\u0142oby inne.<\/span><\/div>\n  <div class=\"lm-i\"><i class=\"c\"><\/i><span><b>Metoda zmieni\u0142a si\u0119 w trakcie<\/b>Mi\u0119dzy pomiarami zmieni\u0142 si\u0119 zestaw silnik\u00f3w i spos\u00f3b liczenia u\u015brednionej widoczno\u015bci. Dlatego pokazujemy tylko wska\u017aniki liczone identycznie od pocz\u0105tku.<\/span><\/div>\n  <div class=\"lm-i\"><i class=\"d\"><\/i><span><b>To nie jest dow\u00f3d przyczyny<\/b>Widzimy, \u017ce wska\u017aniki wzros\u0142y po pracy na w\u0142asnej domenie. Nie mamy grupy kontrolnej, wi\u0119c nie wykluczamy, \u017ce cz\u0119\u015b\u0107 zmiany wynika z <a href=\"https:\/\/aeloapp.io\/blog\/gpt-6-w-chatgpt-widocznosc-marek\/\">aktualizacji samych modeli<\/a>.<\/span><\/div>\n<\/div>\n<style>\n.lm{display:grid;grid-template-columns:1fr 1fr;gap:12px;font-family:'Nunito Sans',sans-serif;max-width:1000px;margin:0 auto}\n.lm-i{display:flex;gap:12px;align-items:flex-start;background:rgba(245,246,248,.05);border:1px solid rgba(245,246,248,.12);border-radius:14px;padding:18px}\n.lm-i i{width:8px;height:8px;border-radius:50%;flex-shrink:0;margin-top:7px}\n.lm-i .a{background:#B79CFF}.lm-i .b{background:#7FB3F0}.lm-i .c{background:#E0B872}.lm-i .d{background:#4FD6B4}\n.lm-i b{display:block;font:800 14px\/1.35 'Nunito Sans';color:#F5F6F8;margin-bottom:5px}\n.lm-i span{font:400 13.5px\/1.65 'Nunito Sans';color:#9AA0AB}\n@media (max-width:760px){ .lm{grid-template-columns:1fr} }\n<\/style>\n\n\n<\/div><div class=\"bde-text-604-152 bde-text\" data-entrance=\"slideUp\">\nKolejne badania b\u0119d\u0105 obejmowa\u0107 wi\u0119cej marek i kategorii. Do tego czasu traktuj te liczby jako opis jednego przypadku, a nie jako regu\u0142\u0119.\n<\/div><\/div>\n<\/section><section id=\"faq\" class=\"bde-section-604-153 bde-section ae-faq\">\n  \n  \n\t\n\n\n\n<div class=\"section-container\"><div class=\"bde-div-604-154 bde-div\" data-entrance=\"slideUp\">\n  \n  \n\t\n\n\n\n<div class=\"bde-text-604-155 bde-text\" data-entrance=\"slideUp\">\nFAQ\n<\/div><h2 class=\"bde-heading-604-156 bde-heading\" data-entrance=\"slideUp\">\nPytania o to badanie\n<\/h2><div class=\"bde-text-604-157 bde-text\" data-entrance=\"slideUp\">\nPytania o metod\u0119, dane i o to, co z tego wynika dla innych kategorii.\n<\/div>\n<\/div><div class=\"bde-text-604-158 bde-text\" data-entrance=\"slideUp\">\n<details class=\"fq\"><summary><span class=\"q\">Ile marek obj\u0119\u0142o to badanie?<\/span><span class=\"s\" aria-hidden=\"true\"><\/span><\/summary><div class=\"a\"><p>Jedn\u0105. To studium jednego przypadku prowadzone przez trzy miesi\u0105ce na zamro\u017conym zestawie 18 zapyta\u0144, a nie badanie na pr\u00f3bie. Wyniki opisuj\u0105 mechanizm, nie rozk\u0142ad na rynku.<\/p><\/div><\/details><details class=\"fq\"><summary><span class=\"q\">Dlaczego nie podajecie wska\u017anika widoczno\u015bci w procentach?<\/span><span class=\"s\" aria-hidden=\"true\"><\/span><\/summary><div class=\"a\"><p>Bo mi\u0119dzy pomiarami zmieni\u0142 si\u0119 zestaw silnik\u00f3w i spos\u00f3b liczenia \u015bredniej. Warto\u015bci z czerwca i z wrze\u015bnia nie s\u0105 t\u0105 sam\u0105 wielko\u015bci\u0105, wi\u0119c zestawienie ich na jednym wykresie wprowadza\u0142oby w b\u0142\u0105d.<\/p><\/div><\/details><details class=\"fq\"><summary><span class=\"q\">Czy marka zap\u0142aci\u0142a za publikacj\u0119 tych wynik\u00f3w?<\/span><span class=\"s\" aria-hidden=\"true\"><\/span><\/summary><div class=\"a\"><p>Nie. To dane z pomiar\u00f3w prowadzonych w ramach zwyk\u0142ej obs\u0142ugi, publikowane za zgod\u0105 klienta.<\/p><\/div><\/details><details class=\"fq\"><summary><span class=\"q\">Sk\u0105d wiadomo, \u017ce wzrost wynika\u0142 z pracy na stronie?<\/span><span class=\"s\" aria-hidden=\"true\"><\/span><\/summary><div class=\"a\"><p>Nie wiadomo na pewno. Widzimy zbie\u017cno\u015b\u0107 w czasie, ale bez grupy kontrolnej nie da si\u0119 oddzieli\u0107 efektu pracy od aktualizacji samych modeli. Dlatego opisujemy to jako obserwacj\u0119, nie jako dow\u00f3d przyczyny.<\/p><\/div><\/details><details class=\"fq\"><summary><span class=\"q\">Czy w mojej bran\u017cy b\u0119dzie podobnie?<\/span><span class=\"s\" aria-hidden=\"true\"><\/span><\/summary><div class=\"a\"><p>Nie musi. Tempo zale\u017cy g\u0142\u00f3wnie od nasycenia kategorii. Badana marka dzia\u0142a <a href=\"https:\/\/aeloapp.io\/dla-kogo\/dla-malych-firm\/\">w niszy regionalnej<\/a>, gdzie modele mia\u0142y ma\u0142o konkretnych wskaza\u0144. Spodziewamy si\u0119, \u017ce w kategorii z dziesi\u0105tkami rozpoznawalnych graczy pierwsze wzmianki przychodz\u0105 p\u00f3\u017aniej.<\/p><\/div><\/details><details class=\"fq\"><summary><span class=\"q\">Co trzeba zrobi\u0107, \u017ceby model zacz\u0105\u0142 poleca\u0107, a nie tylko wymienia\u0107?<\/span><span class=\"s\" aria-hidden=\"true\"><\/span><\/summary><div class=\"a\"><p>Zdoby\u0107 niezale\u017cne potwierdzenia jako\u015bci spoza w\u0142asnej domeny: recenzje, testy por\u00f3wnawcze, miejsca w zestawieniach. Opisujemy to w artykule <a href=\"https:\/\/aeloapp.io\/wiedza\/zna-ale-nie-poleca\/\">zna, ale nie poleca<\/a>.<\/p><\/div><\/details><details class=\"fq\"><summary><span class=\"q\">Po jakim czasie pojawi\u0142a si\u0119 pierwsza rekomendacja?<\/span><span class=\"s\" aria-hidden=\"true\"><\/span><\/summary><div class=\"a\"><p>Po 11 tygodniach: w <a href=\"https:\/\/aeloapp.io\/wiedza\/slownik\/pelny-skan\/\">pe\u0142nym skanie<\/a> z 10 wrze\u015bnia 2026 roku mark\u0119 poleci\u0142 jeden z czterech silnik\u00f3w. Wzmianki i cytowania ruszy\u0142y ju\u017c po miesi\u0105cu.<\/p><\/div><\/details><details class=\"fq\"><summary><span class=\"q\">Jak cz\u0119sto powtarzali\u015bcie pomiar?<\/span><span class=\"s\" aria-hidden=\"true\"><\/span><\/summary><div class=\"a\"><p>Trzy razy: 24 czerwca, 27 lipca i 10 wrze\u015bnia 2026 roku, zawsze na tym samym zestawie zapyta\u0144. Docelowy rytm to raz w miesi\u0105cu, a dlaczego akurat taki, t\u0142umaczymy w artykule <a href=\"https:\/\/aeloapp.io\/wiedza\/jak-czesto-mierzyc-widocznosc\/\">jak cz\u0119sto mierzy\u0107 widoczno\u015b\u0107<\/a>.<\/p><\/div><\/details><details class=\"fq\"><summary><span class=\"q\">Czy mog\u0119 zmierzy\u0107 to samo dla swojej marki?<\/span><span class=\"s\" aria-hidden=\"true\"><\/span><\/summary><div class=\"a\"><p>Tak. Pomiar w Aelo dzia\u0142a tak samo jak w tym badaniu: neutralny skan, zamro\u017cony zestaw zapyta\u0144 oraz wzmianki, cytowania i rekomendacje pokazane osobno w <a href=\"https:\/\/aeloapp.io\/pomoc\/ai-visibility-wyniki-skanu\/\">raporcie<\/a>.<\/p><\/div><\/details><details class=\"fq\"><summary><span class=\"q\">Czy b\u0119d\u0105 kolejne badania?<\/span><span class=\"s\" aria-hidden=\"true\"><\/span><\/summary><div class=\"a\"><p>Tak, w miar\u0119 gromadzenia danych z wi\u0119kszej liczby marek i kategorii. Kolejne publikacje pojawi\u0105 si\u0119 na tej stronie.<\/p><\/div><\/details><h2 id=\"zrodla\" style=\"margin:56px 0 16px;font-family:'DM Serif Display',Georgia,serif;font-weight:400;font-size:clamp(26px,3vw,34px);line-height:1.15;color:#25272D\">Na jakich \u017ar\u00f3d\u0142ach opiera si\u0119 ten tekst?<\/h2><ul style=\"margin:0;padding-left:20px;line-height:1.6;color:#3B3E47\"><li><a href=\"https:\/\/sparktoro.com\/blog\/new-research-ais-are-highly-inconsistent-when-recommending-brands-or-products-marketers-should-take-care-when-tracking-ai-visibility\/\" target=\"_blank\" rel=\"noopener\">SparkToro i Gumshoe.ai: powtarzalno\u015b\u0107 rekomendacji marek w ChatGPT, Claude i AI Google<\/a> (stycze\u0144 2026).<\/li><li><a href=\"https:\/\/ahrefs.com\/blog\/ai-overview-brand-correlation\/\" target=\"_blank\" rel=\"noopener\">Ahrefs: wzmianki o marce a widoczno\u015b\u0107 w AI Overviews<\/a>, 75 tys. marek (maj 2025).<\/li><li><a href=\"https:\/\/arxiv.org\/abs\/2311.09735\" target=\"_blank\" rel=\"noopener\">Aggarwal i in. (Princeton University, IIT Delhi), GEO: Generative Engine Optimization<\/a> (arXiv 2311.09735).<\/li><li><a href=\"https:\/\/ai.google.dev\/gemini-api\/docs\/google-search\" target=\"_blank\" rel=\"noopener\">Google: Grounding with Google Search (Gemini API)<\/a>: Gemini korzysta z bie\u017c\u0105cych wynik\u00f3w wyszukiwania i podaje \u017ar\u00f3d\u0142a.<\/li><li>Raporty Aelo dla Wapiennika \u201eW\u0119\u017ce\u201d z 24 czerwca, 27 lipca i 10 wrze\u015bnia 2026 roku (publikowane za zgod\u0105 klienta).<\/li><\/ul><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"FAQPage\",\"@id\":\"https:\/\/aeloapp.io\/wiedza\/badania\/#faq\",\"inLanguage\":\"pl-PL\",\"mainEntity\":[{\"@type\":\"Question\",\"name\":\"Ile marek obj\u0119\u0142o to badanie?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Jedn\u0105. To studium jednego przypadku prowadzone przez trzy miesi\u0105ce na zamro\u017conym zestawie 18 zapyta\u0144, a nie badanie na pr\u00f3bie. Wyniki opisuj\u0105 mechanizm, nie rozk\u0142ad na rynku.\"}},{\"@type\":\"Question\",\"name\":\"Dlaczego nie podajecie wska\u017anika widoczno\u015bci w procentach?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Bo mi\u0119dzy pomiarami zmieni\u0142 si\u0119 zestaw silnik\u00f3w i spos\u00f3b liczenia \u015bredniej. Warto\u015bci z czerwca i z wrze\u015bnia nie s\u0105 t\u0105 sam\u0105 wielko\u015bci\u0105, wi\u0119c zestawienie ich na jednym wykresie wprowadza\u0142oby w b\u0142\u0105d.\"}},{\"@type\":\"Question\",\"name\":\"Czy marka zap\u0142aci\u0142a za publikacj\u0119 tych wynik\u00f3w?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Nie. To dane z pomiar\u00f3w prowadzonych w ramach zwyk\u0142ej obs\u0142ugi, publikowane za zgod\u0105 klienta.\"}},{\"@type\":\"Question\",\"name\":\"Sk\u0105d wiadomo, \u017ce wzrost wynika\u0142 z pracy na stronie?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Nie wiadomo na pewno. Widzimy zbie\u017cno\u015b\u0107 w czasie, ale bez grupy kontrolnej nie da si\u0119 oddzieli\u0107 efektu pracy od aktualizacji samych modeli. Dlatego opisujemy to jako obserwacj\u0119, nie jako dow\u00f3d przyczyny.\"}},{\"@type\":\"Question\",\"name\":\"Czy w mojej bran\u017cy b\u0119dzie podobnie?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Nie musi. Tempo zale\u017cy g\u0142\u00f3wnie od nasycenia kategorii. Badana marka dzia\u0142a w niszy regionalnej, gdzie modele mia\u0142y ma\u0142o konkretnych wskaza\u0144. Spodziewamy si\u0119, \u017ce w kategorii z dziesi\u0105tkami rozpoznawalnych graczy pierwsze wzmianki przychodz\u0105 p\u00f3\u017aniej.\"}},{\"@type\":\"Question\",\"name\":\"Co trzeba zrobi\u0107, \u017ceby model zacz\u0105\u0142 poleca\u0107, a nie tylko wymienia\u0107?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Zdoby\u0107 niezale\u017cne potwierdzenia jako\u015bci spoza w\u0142asnej domeny: recenzje, testy por\u00f3wnawcze, miejsca w zestawieniach. Opisujemy to w artykule zna, ale nie poleca.\"}},{\"@type\":\"Question\",\"name\":\"Po jakim czasie pojawi\u0142a si\u0119 pierwsza rekomendacja?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Po 11 tygodniach: w pe\u0142nym skanie z 10 wrze\u015bnia 2026 roku mark\u0119 poleci\u0142 jeden z czterech silnik\u00f3w. Wzmianki i cytowania ruszy\u0142y ju\u017c po miesi\u0105cu.\"}},{\"@type\":\"Question\",\"name\":\"Jak cz\u0119sto powtarzali\u015bcie pomiar?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Trzy razy: 24 czerwca, 27 lipca i 10 wrze\u015bnia 2026 roku, zawsze na tym samym zestawie zapyta\u0144. Docelowy rytm to raz w miesi\u0105cu, a dlaczego akurat taki, t\u0142umaczymy w artykule jak cz\u0119sto mierzy\u0107 widoczno\u015b\u0107.\"}},{\"@type\":\"Question\",\"name\":\"Czy mog\u0119 zmierzy\u0107 to samo dla swojej marki?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Tak. Pomiar w Aelo dzia\u0142a tak samo jak w tym badaniu: neutralny skan, zamro\u017cony zestaw zapyta\u0144 oraz wzmianki, cytowania i rekomendacje pokazane osobno w raporcie.\"}},{\"@type\":\"Question\",\"name\":\"Czy b\u0119d\u0105 kolejne badania?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Tak, w miar\u0119 gromadzenia danych z wi\u0119kszej liczby marek i kategorii. Kolejne publikacje pojawi\u0105 si\u0119 na tej stronie.\"}}]}<\/script>\n<\/div><\/div>\n<\/section><section class=\"bde-section-604-159 bde-section ae-cta\">\n  \n  \n\t\n\n\n\n<div class=\"section-container\"><div class=\"bde-div-604-160 bde-div\" data-entrance=\"slideUp\">\n  \n  \n\t\n\n\n\n<h2 class=\"bde-heading-604-161 bde-heading\" data-entrance=\"slideUp\">\nZobacz, w kt\u00f3rym miejscu jest Twoja marka\n<\/h2><div class=\"bde-text-604-162 bde-text\" data-entrance=\"slideUp\">\n<a href=\"https:\/\/aeloapp.io\/blog\/bezplatny-pomiar-widocznosci-marki-w-ai\/\">Konto Free<\/a> nie wymaga karty: na start dostajesz <a href=\"https:\/\/aeloapp.io\/wiedza\/slownik\/aelocoins\/\">250 AeloCoins<\/a> i pe\u0142ny raport widoczno\u015bci Twojej marki w ChatGPT, Claude, Gemini i Perplexity. Zobaczysz wzmianki, cytowania i stan rozpoznania osobno, tak jak w tym badaniu. Plany i <a href=\"https:\/\/aeloapp.io\/wiedza\/slownik\/moduly\/\">modu\u0142y<\/a> znajdziesz w <a href=\"https:\/\/aeloapp.io\/cennik\/\">cenniku<\/a>.\n<\/div><div class=\"bde-button-604-163 bde-button\" data-entrance=\"slideUp\">\n        \n    \n    \n    \n                            \n            \n                    \n            \n            \n\n    \n    \n    \n    \n                            \n    <a class=\"breakdance-link button-atom button-atom--secondary bde-button__button\" href=\"https:\/\/panel.aeloapp.io\/register?plan=free\" target=\"_self\" data-type=\"url\"  rel=\"follow\" >\n\n    \n        <span class=\"button-atom__text\">Wypr\u00f3buj za darmo<\/span>\n\n        \n        \n                <\/a>\n\n    \n\n\n<\/div><div class=\"bde-text-604-164 bde-text\" data-entrance=\"slideUp\">\nPowi\u0105zane: <a href=\"https:\/\/aeloapp.io\/wiedza\/zna-ale-nie-poleca\/\">zna, ale nie poleca<\/a>, <a href=\"https:\/\/aeloapp.io\/wiedza\/metodologia\/\">metodologia<\/a>, <a href=\"https:\/\/aeloapp.io\/wiedza\/jak-czesto-mierzyc-widocznosc\/\">jak cz\u0119sto mierzy\u0107 widoczno\u015b\u0107<\/a>, <a href=\"https:\/\/aeloapp.io\/wiedza\/dlaczego-ai-poleca-konkurencje\/\">dlaczego AI poleca konkurencj\u0119<\/a>, <a href=\"https:\/\/aeloapp.io\/widocznosc-w-ai\/\">Widoczno\u015b\u0107<\/a>.\n<\/div>\n<\/div><\/div>\n<\/section><\/main>","protected":false},"excerpt":{"rendered":"<p>From zero mentions to 18 of 18 queries and 94% domain citations, yet still no recommendation. Methodology, data and limitations.<\/p>","protected":false},"author":1,"featured_media":0,"parent":70,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_yoast_wpseo_focuskw":"badanie widoczno\u015bci marki w AI","_yoast_wpseo_title":"Badania widoczno\u015bci marek w AI: wyniki pomiar\u00f3w | Aelo","_yoast_wpseo_metadesc":"Marka przesz\u0142a od zera wzmianek do 18 z 18 zapyta\u0144, a cytowania jej domeny wzros\u0142y do 94%. Modele nadal jej nie polecaj\u0105. Metoda, dane i ograniczenia.","_yoast_wpseo_canonical":"","_yoast_wpseo_opengraph-title":"","_yoast_wpseo_opengraph-description":"","_yoast_wpseo_twitter-title":"","_yoast_wpseo_twitter-description":"","_breakdance_hide_in_design_set":false,"_breakdance_tags":"","_yoast_wpseo_keywordsynonyms":"[\"badania widoczno\u015bci w AI, badanie widoczno\u015bci marki w AI, pomiar widoczno\u015bci marek w AI, wyniki pomiar\u00f3w widoczno\u015bci w AI\",\"\",\"\",\"\",\"\"]","_yoast_wpseo_focuskeywords":"[{\"keyword\":\"czy AI wymienia moj\u0105 mark\u0119\",\"score\":61},{\"keyword\":\"ile czasu zajmuje widoczno\u015b\u0107 w AI\",\"score\":61},{\"keyword\":\"cytowania domeny w odpowiedziach AI\",\"score\":67},{\"keyword\":\"widoczno\u015b\u0107 marki w r\u00f3\u017cnych modelach AI\",\"score\":61}]","footnotes":""},"class_list":["post-604","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v24.4 (Yoast SEO v28.7) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Badania widoczno\u015bci marek w AI: wyniki pomiar\u00f3w | Aelo<\/title>\n<meta name=\"description\" content=\"Marka przesz\u0142a od zera wzmianek do 18 z 18 zapyta\u0144, a cytowania jej domeny wzros\u0142y do 94%. Modele nadal jej nie polecaj\u0105. Metoda, dane i ograniczenia.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/aeloapp.io\/en\/knowledge\/research\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Badania widoczno\u015bci marek w AI: wyniki pomiar\u00f3w | Aelo\" \/>\n<meta property=\"og:description\" content=\"Marka przesz\u0142a od zera wzmianek do 18 z 18 zapyta\u0144, a cytowania jej domeny wzros\u0142y do 94%. Modele nadal jej nie polecaj\u0105. 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